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diabetes-readmission

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train · 81.4k rows

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time_in_hospital float64 1 14	num_lab_procedures float64 1 132	num_procedures float64 0 6	num_medications float64 1 81	number_outpatient float64 0 42	number_emergency float64 0 76	number_inpatient float64 0 19	number_diagnoses float64 1 16	change float64 0 1	diabetesMed float64 0 1	race:AfricanAmerican float64 0 1	race:Asian float64 0 1	race:Caucasian float64 0 1	race:Hispanic float64 0 1	race:Other float64 0 1	gender:Female float64 0 1	gender:Male float64 0 1	age:70+ float64 0 1	age:[0-10) float64 0 1	age:[10-20) float64 0 1	age:[20-50) float64 0 1	age:[50-70) float64 0 1	admission_type_id:Elective float64 0 1	admission_type_id:Emergency float64 0 1	admission_type_id:New Born float64 0 1	admission_type_id:Trauma Center float64 0 1	discharge_disposition_id:Discharged to Home float64 0 1	discharge_disposition_id:Other float64 0 1	admission_source_id:Emergency float64 0 1	admission_source_id:Other float64 0 1	admission_source_id:Referral float64 0 1	admission_source_id:Transfer float64 0 1	medical_specialty:Cardiology float64 0 1	medical_specialty:Emergency/Trauma float64 0 1	medical_specialty:Family/GeneralPractice float64 0 1	medical_specialty:Gastroenterology float64 0 1	medical_specialty:Hematology/Oncology float64 0 1	medical_specialty:InternalMedicine float64 0 1	medical_specialty:Nephrology float64 0 1	medical_specialty:ObstetricsandGynecology float64 0 1	medical_specialty:Orthopedics float64 0 1	medical_specialty:Other float64 0 1	medical_specialty:Psychiatry float64 0 1	medical_specialty:Pulmonology float64 0 1	medical_specialty:Radiology float64 0 1	medical_specialty:Surgery-Cardiovascular/Thoracic float64 0 1	medical_specialty:Surgery-General float64 0 1	medical_specialty:Urology float64 0 1	diag_1:Circulatory float64 0 1	diag_1:Diabetes float64 0 1	diag_1:Digestive float64 0 1	diag_1:Genitourinary float64 0 1	diag_1:Infectious float64 0 1	diag_1:Injury float64 0 1	diag_1:Mental float64 0 1	diag_1:Musculoskeletal float64 0 1	diag_1:Neoplasms float64 0 1	diag_1:Non-diabetes endocrine/metabolic float64 0 1	diag_1:Other float64 0 1	diag_1:Respiratory float64 0 1	diag_1:Skin float64 0 1	diag_2:Circulatory float64 0 1	diag_2:Diabetes float64 0 1	diag_2:Digestive float64 0 1	diag_2:Genitourinary float64 0 1	diag_2:Infectious float64 0 1	diag_2:Injury float64 0 1	diag_2:Mental float64 0 1	diag_2:Musculoskeletal float64 0 1	diag_2:Neoplasms float64 0 1	diag_2:Non-diabetes endocrine/metabolic float64 0 1	diag_2:Other float64 0 1	diag_2:Respiratory float64 0 1	diag_2:Skin float64 0 1	diag_3:Circulatory float64 0 1	diag_3:Diabetes float64 0 1	diag_3:Digestive float64 0 1	diag_3:Genitourinary float64 0 1	diag_3:Infectious float64 0 1	diag_3:Injury float64 0 1	diag_3:Mental float64 0 1	diag_3:Musculoskeletal float64 0 1	diag_3:Neoplasms float64 0 1	diag_3:Non-diabetes endocrine/metabolic float64 0 1	diag_3:Other float64 0 1	diag_3:Respiratory float64 0 1	diag_3:Skin float64 0 1	metformin:Down float64 0 1	metformin:No float64 0 1	metformin:Steady float64 0 1	metformin:Up float64 0 1	repaglinide:Down float64 0 1	repaglinide:No float64 0 1	repaglinide:Steady float64 0 1	repaglinide:Up float64 0 1	nateglinide:Down float64 0 1	nateglinide:No float64 0 1	nateglinide:Steady float64 0 1	nateglinide:Up float64 0 1	chlorpropamide:Down float64 0 1	chlorpropamide:No float64 0 1	chlorpropamide:Steady float64 0 1	chlorpropamide:Up float64 0 1	glimepiride:Down float64 0 1	glimepiride:No float64 0 1	glimepiride:Steady float64 0 1	glimepiride:Up float64 0 1	glipizide:Down float64 0 1	glipizide:No float64 0 1	glipizide:Steady float64 0 1	glipizide:Up float64 0 1	glyburide:Down float64 0 1	glyburide:No float64 0 1	glyburide:Steady float64 0 1	glyburide:Up float64 0 1	pioglitazone:Down float64 0 1	pioglitazone:No float64 0 1	pioglitazone:Steady float64 0 1	pioglitazone:Up float64 0 1	rosiglitazone:Down float64 0 1	rosiglitazone:No float64 0 1	rosiglitazone:Steady float64 0 1	rosiglitazone:Up float64 0 1	acarbose:Down float64 0 1	acarbose:No float64 0 1	acarbose:Steady float64 0 1	acarbose:Up float64 0 1	miglitol:Down float64 0 1	miglitol:No float64 0 1	miglitol:Steady float64 0 1	miglitol:Up float64 0 1	tolazamide:No float64 0 1	tolazamide:Steady float64 0 1	tolazamide:Up float64 0 1	insulin:Down float64 0 1	insulin:No float64 0 1	insulin:Steady float64 0 1	insulin:Up float64 0 1	glyburide-metformin:Down float64 0 1	glyburide-metformin:No float64 0 1	glyburide-metformin:Steady float64 0 1	glyburide-metformin:Up float64 0 1	A1Cresult:>7 float64 0 1	A1Cresult:>8 float64 0 1	A1Cresult:None float64 0 1	A1Cresult:Norm float64 0 1	max_glu_serum:>200 float64 0 1	max_glu_serum:>300 float64 0 1	max_glu_serum:None float64 0 1	max_glu_serum:Norm float64 0 1	readmitted int64 0 1
5	1	0	4	0	0	0	7	0	0	0	0	1	0	0	0	1	1	0	0	0	0	0	1	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	1	0	0	0	1	0	0	0	1	0	0	0	0	1	0	0	0	1	0	1
2	19	0	17	0	0	1	7	1	1	0	0	1	0	0	1	0	0	0	0	0	1	1	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	0	1	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	1	0	0	0	0	1	0	0	1	0	0	0	0	1	0	0	0	1	0	1
3	60	1	28	0	0	0	9	1	1	0	0	1	0	0	0	1	0	0	0	1	0	0	1	0	0	1	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	1	0	0	0	0	1	0	0	1	0	0	0	0	0	1	0	0	1	0	0
2	25	0	5	0	1	0	3	1	1	0	0	1	0	0	0	1	0	0	0	1	0	0	1	0	0	1	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	1	0	0	1	0	0	0	0	1	0	0	0	0	1	0	0	0	1	0	1
4	63	0	19	3	1	0	9	1	1	0	0	1	0	0	0	1	1	0	0	0	0	0	1	0	0	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	0	1	0	0	0	1	0	0	1	0	0	0	1	0	0	0	1	0	0	1	0	0	0	1	0	0	0	1	0	0	1	0	0	0	0	0	1	0	1
2	35	0	12	0	0	0	9	0	0	0	0	1	0	0	0	1	1	0	0	0	0	0	1	0	0	1	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	1	0	0	0	1	0	0	0	1	0	0	0	0	1	0	0	0	1	0	1
4	42	2	18	0	0	0	9	1	1	0	0	1	0	0	1	0	0	0	0	0	1	0	1	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	0	1	0	0	1	0	0	0	1	0	0	1	0	0	0	1	0	0	0	1	0	0	0	0	1	0	0	0	1	0	0
4	30	1	16	0	0	2	6	1	1	0	0	1	0	0	1	0	1	0	0	0	0	1	0	0	0	0	1	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	0	1	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	1	0	0	0	0	0	1	0	1	0	0	0	0	1	0	0	0	1	0	1
12	77	2	21	0	0	0	9	1	1	0	0	1	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	0	1	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	1	0	0	1	0	0	0	0	1	0	0	0	0	1	0	0	0	1	0	1
1	2	5	17	0	0	0	7	1	1	0	0	1	0	0	1	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	0	0	1	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	1	0	0	0	0	1	0	0	1	0	0	0	0	1	0	0	0	1	0	0